Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    transform = transforms.Compose([transforms.Resize(img_size), transforms.ToTensor()])
    dataset = datasets.ImageFolder(data_dir, transform)
    loader = torch.utils.data.DataLoader(dataset, batch_size = batch_size, shuffle = True)
    # TODO: Implement function and return a dataloader
    
    return loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64 
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9843)
Max:  tensor(0.7882)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding = 1, batch_norm= True):
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels,
                       kernel_size = kernel_size, stride = stride, padding = padding, bias = False)
    layers.append(conv_layer)
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()   
        self.conv_dim = conv_dim
        self.conv1 = conv(3, conv_dim, 4, batch_norm = False)
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        self.classifier = nn.Linear(conv_dim*8*2*2, 1)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        out = out.view(-1, self.conv_dim*8*2*2)
        out = self.classifier(out)
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    layers = []
    layers.append(nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias=False))
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        self.conv_dim = conv_dim

        self.fc = nn.Linear(z_size, conv_dim*8*2*2)
        
        self.t_conv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.t_conv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv3 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv4 = deconv(conv_dim, 3, 4, batch_norm=False)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*8, 2, 2) # (batch_size, depth, 4, 4)
        
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        out = F.relu(self.t_conv3(out))
        
        # last layer: tanh activation instead of relu
        out = self.t_conv4(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    isConvolution = classname.find('Conv') != -1
    isLinear = classname.find('Linear') != -1
    if (hasattr(m, 'weight') and isConvolution or isLinear):
        init.normal_(m.weight.data, 0.0, 0.02)
    # TODO: Apply initial weights to convolutional and linear layers
    
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 128
g_conv_dim = 128
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(512, 1024, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (classifier): Linear(in_features=4096, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=4096, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(1024, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv4): Sequential(
    (0): ConvTranspose2d(128, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

lr = 0.0002
param1 = 0.6
param2 = 0.999 # default value

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [param1, param2])
g_optimizer = optim.Adam(G.parameters(), lr, [param1, param2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
                
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            z = np.random.uniform(-1, 1, size = (batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            
            fake_images = G(z)
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step() 

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            z = np.random.uniform(-1, 1, size = (batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            
            fake_images = G(z)
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            
            g_loss.backward()
            g_optimizer.step() 
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 0.1259 | g_loss: 6.4930
Epoch [    1/   10] | d_loss: 0.9024 | g_loss: 6.9506
Epoch [    1/   10] | d_loss: 0.4366 | g_loss: 5.2908
Epoch [    1/   10] | d_loss: 0.6721 | g_loss: 5.7466
Epoch [    1/   10] | d_loss: 1.0164 | g_loss: 9.6778
Epoch [    1/   10] | d_loss: 0.4363 | g_loss: 4.9567
Epoch [    1/   10] | d_loss: 0.6688 | g_loss: 3.2352
Epoch [    1/   10] | d_loss: 0.3100 | g_loss: 5.6446
Epoch [    1/   10] | d_loss: 0.3665 | g_loss: 3.5814
Epoch [    1/   10] | d_loss: 0.1751 | g_loss: 4.3944
Epoch [    1/   10] | d_loss: 0.2813 | g_loss: 3.9420
Epoch [    1/   10] | d_loss: 0.4466 | g_loss: 5.6991
Epoch [    1/   10] | d_loss: 0.1333 | g_loss: 5.5132
Epoch [    1/   10] | d_loss: 0.6153 | g_loss: 5.5710
Epoch [    1/   10] | d_loss: 0.5950 | g_loss: 5.5923
Epoch [    1/   10] | d_loss: 0.1279 | g_loss: 4.6455
Epoch [    1/   10] | d_loss: 0.3368 | g_loss: 4.6874
Epoch [    1/   10] | d_loss: 0.2836 | g_loss: 7.0929
Epoch [    1/   10] | d_loss: 1.0778 | g_loss: 2.6900
Epoch [    1/   10] | d_loss: 0.2580 | g_loss: 3.4190
Epoch [    1/   10] | d_loss: 0.4848 | g_loss: 2.9898
Epoch [    1/   10] | d_loss: 0.6503 | g_loss: 2.8972
Epoch [    1/   10] | d_loss: 0.4819 | g_loss: 5.5425
Epoch [    1/   10] | d_loss: 0.2251 | g_loss: 5.9894
Epoch [    1/   10] | d_loss: 0.2909 | g_loss: 4.4282
Epoch [    1/   10] | d_loss: 0.2248 | g_loss: 5.5298
Epoch [    1/   10] | d_loss: 0.2498 | g_loss: 4.0146
Epoch [    1/   10] | d_loss: 0.7456 | g_loss: 2.5141
Epoch [    1/   10] | d_loss: 0.6694 | g_loss: 2.8755
Epoch [    2/   10] | d_loss: 0.4203 | g_loss: 2.3110
Epoch [    2/   10] | d_loss: 0.5012 | g_loss: 4.1896
Epoch [    2/   10] | d_loss: 0.5762 | g_loss: 2.7415
Epoch [    2/   10] | d_loss: 0.1674 | g_loss: 4.9897
Epoch [    2/   10] | d_loss: 0.5999 | g_loss: 3.6732
Epoch [    2/   10] | d_loss: 0.4904 | g_loss: 4.1550
Epoch [    2/   10] | d_loss: 1.1379 | g_loss: 2.9949
Epoch [    2/   10] | d_loss: 0.4194 | g_loss: 2.1670
Epoch [    2/   10] | d_loss: 0.4091 | g_loss: 4.3421
Epoch [    2/   10] | d_loss: 0.4137 | g_loss: 3.8107
Epoch [    2/   10] | d_loss: 0.5179 | g_loss: 5.1015
Epoch [    2/   10] | d_loss: 1.1292 | g_loss: 4.4943
Epoch [    2/   10] | d_loss: 0.4896 | g_loss: 2.6243
Epoch [    2/   10] | d_loss: 0.7613 | g_loss: 4.7282
Epoch [    2/   10] | d_loss: 0.5835 | g_loss: 2.6984
Epoch [    2/   10] | d_loss: 0.3539 | g_loss: 2.9081
Epoch [    2/   10] | d_loss: 0.3335 | g_loss: 2.5301
Epoch [    2/   10] | d_loss: 0.2452 | g_loss: 6.4744
Epoch [    2/   10] | d_loss: 0.3230 | g_loss: 3.7621
Epoch [    2/   10] | d_loss: 0.3791 | g_loss: 3.6454
Epoch [    2/   10] | d_loss: 0.5927 | g_loss: 2.7370
Epoch [    2/   10] | d_loss: 0.4663 | g_loss: 3.3631
Epoch [    2/   10] | d_loss: 0.4437 | g_loss: 2.6781
Epoch [    2/   10] | d_loss: 0.5469 | g_loss: 5.3404
Epoch [    2/   10] | d_loss: 0.2673 | g_loss: 1.8136
Epoch [    2/   10] | d_loss: 0.5740 | g_loss: 3.4105
Epoch [    2/   10] | d_loss: 0.7459 | g_loss: 4.5666
Epoch [    2/   10] | d_loss: 0.7330 | g_loss: 5.8018
Epoch [    2/   10] | d_loss: 0.5742 | g_loss: 4.9763
Epoch [    3/   10] | d_loss: 0.9687 | g_loss: 4.6768
Epoch [    3/   10] | d_loss: 0.3625 | g_loss: 3.4901
Epoch [    3/   10] | d_loss: 0.5129 | g_loss: 3.3250
Epoch [    3/   10] | d_loss: 0.3857 | g_loss: 4.0387
Epoch [    3/   10] | d_loss: 0.5777 | g_loss: 2.0035
Epoch [    3/   10] | d_loss: 0.6796 | g_loss: 4.2428
Epoch [    3/   10] | d_loss: 0.8050 | g_loss: 3.6682
Epoch [    3/   10] | d_loss: 0.3480 | g_loss: 4.0393
Epoch [    3/   10] | d_loss: 0.8502 | g_loss: 3.7511
Epoch [    3/   10] | d_loss: 1.9602 | g_loss: 7.8927
Epoch [    3/   10] | d_loss: 0.5277 | g_loss: 1.7821
Epoch [    3/   10] | d_loss: 0.3088 | g_loss: 1.4411
Epoch [    3/   10] | d_loss: 0.6478 | g_loss: 1.3158
Epoch [    3/   10] | d_loss: 0.9621 | g_loss: 4.9916
Epoch [    3/   10] | d_loss: 0.8065 | g_loss: 1.4258
Epoch [    3/   10] | d_loss: 0.6337 | g_loss: 2.5535
Epoch [    3/   10] | d_loss: 0.8300 | g_loss: 3.3066
Epoch [    3/   10] | d_loss: 0.4729 | g_loss: 3.6034
Epoch [    3/   10] | d_loss: 0.4151 | g_loss: 3.0813
Epoch [    3/   10] | d_loss: 0.4045 | g_loss: 5.3346
Epoch [    3/   10] | d_loss: 0.4122 | g_loss: 2.8975
Epoch [    3/   10] | d_loss: 0.7762 | g_loss: 1.8251
Epoch [    3/   10] | d_loss: 0.5909 | g_loss: 2.9224
Epoch [    3/   10] | d_loss: 0.3531 | g_loss: 3.7566
Epoch [    3/   10] | d_loss: 0.6530 | g_loss: 3.5761
Epoch [    3/   10] | d_loss: 0.6873 | g_loss: 4.2504
Epoch [    3/   10] | d_loss: 0.8179 | g_loss: 4.9375
Epoch [    3/   10] | d_loss: 0.4290 | g_loss: 3.6806
Epoch [    3/   10] | d_loss: 0.6075 | g_loss: 4.0704
Epoch [    4/   10] | d_loss: 2.3592 | g_loss: 5.6008
Epoch [    4/   10] | d_loss: 0.4263 | g_loss: 3.7385
Epoch [    4/   10] | d_loss: 0.9470 | g_loss: 4.3420
Epoch [    4/   10] | d_loss: 0.7017 | g_loss: 4.4045
Epoch [    4/   10] | d_loss: 1.1668 | g_loss: 5.1435
Epoch [    4/   10] | d_loss: 0.3486 | g_loss: 3.4419
Epoch [    4/   10] | d_loss: 0.6027 | g_loss: 2.8474
Epoch [    4/   10] | d_loss: 0.6177 | g_loss: 2.7771
Epoch [    4/   10] | d_loss: 0.5074 | g_loss: 4.1109
Epoch [    4/   10] | d_loss: 1.0282 | g_loss: 5.1647
Epoch [    4/   10] | d_loss: 0.5894 | g_loss: 2.3123
Epoch [    4/   10] | d_loss: 0.5020 | g_loss: 2.4153
Epoch [    4/   10] | d_loss: 0.6601 | g_loss: 1.5648
Epoch [    4/   10] | d_loss: 0.5261 | g_loss: 3.4165
Epoch [    4/   10] | d_loss: 0.5394 | g_loss: 3.3094
Epoch [    4/   10] | d_loss: 0.7321 | g_loss: 4.3120
Epoch [    4/   10] | d_loss: 0.8287 | g_loss: 1.9793
Epoch [    4/   10] | d_loss: 0.4673 | g_loss: 4.1716
Epoch [    4/   10] | d_loss: 0.5714 | g_loss: 4.1001
Epoch [    4/   10] | d_loss: 0.8487 | g_loss: 3.6475
Epoch [    4/   10] | d_loss: 0.6498 | g_loss: 3.3264
Epoch [    4/   10] | d_loss: 0.5592 | g_loss: 3.5723
Epoch [    4/   10] | d_loss: 0.8607 | g_loss: 1.8512
Epoch [    4/   10] | d_loss: 0.5421 | g_loss: 2.0071
Epoch [    4/   10] | d_loss: 0.5915 | g_loss: 2.4742
Epoch [    4/   10] | d_loss: 0.3961 | g_loss: 3.5414
Epoch [    4/   10] | d_loss: 0.6164 | g_loss: 2.0369
Epoch [    4/   10] | d_loss: 0.7580 | g_loss: 1.9654
Epoch [    4/   10] | d_loss: 0.7600 | g_loss: 3.8734
Epoch [    5/   10] | d_loss: 0.3279 | g_loss: 4.1457
Epoch [    5/   10] | d_loss: 0.9381 | g_loss: 2.7253
Epoch [    5/   10] | d_loss: 0.6809 | g_loss: 2.4813
Epoch [    5/   10] | d_loss: 0.7881 | g_loss: 3.2415
Epoch [    5/   10] | d_loss: 1.2686 | g_loss: 1.4410
Epoch [    5/   10] | d_loss: 0.5848 | g_loss: 3.4961
Epoch [    5/   10] | d_loss: 0.4887 | g_loss: 3.8685
Epoch [    5/   10] | d_loss: 0.5175 | g_loss: 3.1732
Epoch [    5/   10] | d_loss: 0.7925 | g_loss: 2.7927
Epoch [    5/   10] | d_loss: 0.8212 | g_loss: 3.5023
Epoch [    5/   10] | d_loss: 0.4672 | g_loss: 2.8520
Epoch [    5/   10] | d_loss: 1.0210 | g_loss: 1.8178
Epoch [    5/   10] | d_loss: 0.7187 | g_loss: 4.0560
Epoch [    5/   10] | d_loss: 0.7940 | g_loss: 3.7651
Epoch [    5/   10] | d_loss: 0.4730 | g_loss: 2.7795
Epoch [    5/   10] | d_loss: 0.5141 | g_loss: 2.5553
Epoch [    5/   10] | d_loss: 0.9525 | g_loss: 3.8036
Epoch [    5/   10] | d_loss: 0.6152 | g_loss: 4.1020
Epoch [    5/   10] | d_loss: 0.5524 | g_loss: 2.2577
Epoch [    5/   10] | d_loss: 1.4931 | g_loss: 4.1220
Epoch [    5/   10] | d_loss: 0.4309 | g_loss: 2.5893
Epoch [    5/   10] | d_loss: 0.7827 | g_loss: 2.6402
Epoch [    5/   10] | d_loss: 0.6596 | g_loss: 1.4648
Epoch [    5/   10] | d_loss: 0.7158 | g_loss: 1.6352
Epoch [    5/   10] | d_loss: 0.5675 | g_loss: 2.1686
Epoch [    5/   10] | d_loss: 0.8823 | g_loss: 1.6655
Epoch [    5/   10] | d_loss: 0.6697 | g_loss: 2.4880
Epoch [    5/   10] | d_loss: 0.5117 | g_loss: 3.0224
Epoch [    5/   10] | d_loss: 0.6654 | g_loss: 1.9715
Epoch [    6/   10] | d_loss: 1.2621 | g_loss: 3.9855
Epoch [    6/   10] | d_loss: 0.4037 | g_loss: 2.9606
Epoch [    6/   10] | d_loss: 0.9320 | g_loss: 2.5787
Epoch [    6/   10] | d_loss: 1.1968 | g_loss: 1.8342
Epoch [    6/   10] | d_loss: 0.9526 | g_loss: 3.0301
Epoch [    6/   10] | d_loss: 0.4002 | g_loss: 2.3997
Epoch [    6/   10] | d_loss: 0.7536 | g_loss: 3.3463
Epoch [    6/   10] | d_loss: 0.8218 | g_loss: 1.7000
Epoch [    6/   10] | d_loss: 0.8123 | g_loss: 3.6112
Epoch [    6/   10] | d_loss: 0.9601 | g_loss: 2.3765
Epoch [    6/   10] | d_loss: 0.4353 | g_loss: 2.9308
Epoch [    6/   10] | d_loss: 0.8241 | g_loss: 0.6203
Epoch [    6/   10] | d_loss: 0.7911 | g_loss: 3.3217
Epoch [    6/   10] | d_loss: 0.5783 | g_loss: 2.1533
Epoch [    6/   10] | d_loss: 0.6912 | g_loss: 4.4019
Epoch [    6/   10] | d_loss: 0.9413 | g_loss: 1.8145
Epoch [    6/   10] | d_loss: 0.7631 | g_loss: 3.0137
Epoch [    6/   10] | d_loss: 0.9657 | g_loss: 1.7794
Epoch [    6/   10] | d_loss: 1.2111 | g_loss: 3.6998
Epoch [    6/   10] | d_loss: 0.5118 | g_loss: 3.7258
Epoch [    6/   10] | d_loss: 0.9509 | g_loss: 3.5273
Epoch [    6/   10] | d_loss: 1.0237 | g_loss: 0.9427
Epoch [    6/   10] | d_loss: 0.9236 | g_loss: 2.7581
Epoch [    6/   10] | d_loss: 0.7923 | g_loss: 2.4708
Epoch [    6/   10] | d_loss: 0.7917 | g_loss: 2.7505
Epoch [    6/   10] | d_loss: 0.7208 | g_loss: 3.4695
Epoch [    6/   10] | d_loss: 1.7077 | g_loss: 1.7554
Epoch [    6/   10] | d_loss: 0.9440 | g_loss: 2.6418
Epoch [    6/   10] | d_loss: 0.8003 | g_loss: 3.0057
Epoch [    7/   10] | d_loss: 2.2355 | g_loss: 3.8650
Epoch [    7/   10] | d_loss: 0.5224 | g_loss: 1.9987
Epoch [    7/   10] | d_loss: 0.8780 | g_loss: 2.9486
Epoch [    7/   10] | d_loss: 0.5452 | g_loss: 3.4998
Epoch [    7/   10] | d_loss: 0.6399 | g_loss: 1.5366
Epoch [    7/   10] | d_loss: 1.8714 | g_loss: 1.2675
Epoch [    7/   10] | d_loss: 0.5243 | g_loss: 1.2271
Epoch [    7/   10] | d_loss: 0.6340 | g_loss: 2.8626
Epoch [    7/   10] | d_loss: 0.7052 | g_loss: 3.1510
Epoch [    7/   10] | d_loss: 0.7049 | g_loss: 1.1715
Epoch [    7/   10] | d_loss: 0.5986 | g_loss: 1.7990
Epoch [    7/   10] | d_loss: 0.7516 | g_loss: 2.3362
Epoch [    7/   10] | d_loss: 0.5310 | g_loss: 3.3648
Epoch [    7/   10] | d_loss: 0.4390 | g_loss: 2.7359
Epoch [    7/   10] | d_loss: 1.3863 | g_loss: 2.0669
Epoch [    7/   10] | d_loss: 0.4080 | g_loss: 1.2643
Epoch [    7/   10] | d_loss: 0.9688 | g_loss: 1.6544
Epoch [    7/   10] | d_loss: 0.6563 | g_loss: 1.7993
Epoch [    7/   10] | d_loss: 0.7095 | g_loss: 2.6924
Epoch [    7/   10] | d_loss: 0.5795 | g_loss: 2.5353
Epoch [    7/   10] | d_loss: 0.6922 | g_loss: 2.2670
Epoch [    7/   10] | d_loss: 2.1824 | g_loss: 4.5262
Epoch [    7/   10] | d_loss: 0.8350 | g_loss: 1.2205
Epoch [    7/   10] | d_loss: 0.5893 | g_loss: 2.6165
Epoch [    7/   10] | d_loss: 0.6586 | g_loss: 1.8184
Epoch [    7/   10] | d_loss: 0.9342 | g_loss: 2.5106
Epoch [    7/   10] | d_loss: 0.7548 | g_loss: 1.3068
Epoch [    7/   10] | d_loss: 0.9847 | g_loss: 3.6636
Epoch [    7/   10] | d_loss: 0.3812 | g_loss: 2.0992
Epoch [    8/   10] | d_loss: 1.5618 | g_loss: 4.0341
Epoch [    8/   10] | d_loss: 0.9040 | g_loss: 2.4748
Epoch [    8/   10] | d_loss: 0.6198 | g_loss: 3.0119
Epoch [    8/   10] | d_loss: 0.5433 | g_loss: 2.2777
Epoch [    8/   10] | d_loss: 0.7487 | g_loss: 2.4547
Epoch [    8/   10] | d_loss: 0.6392 | g_loss: 1.9720
Epoch [    8/   10] | d_loss: 0.4169 | g_loss: 2.8681
Epoch [    8/   10] | d_loss: 0.5753 | g_loss: 1.5343
Epoch [    8/   10] | d_loss: 0.5411 | g_loss: 3.1657
Epoch [    8/   10] | d_loss: 0.7704 | g_loss: 2.3026
Epoch [    8/   10] | d_loss: 0.7526 | g_loss: 2.6550
Epoch [    8/   10] | d_loss: 0.7059 | g_loss: 1.6821
Epoch [    8/   10] | d_loss: 0.4185 | g_loss: 2.8402
Epoch [    8/   10] | d_loss: 0.6692 | g_loss: 2.8877
Epoch [    8/   10] | d_loss: 0.4853 | g_loss: 1.8590
Epoch [    8/   10] | d_loss: 0.9646 | g_loss: 3.1275
Epoch [    8/   10] | d_loss: 1.2935 | g_loss: 5.4142
Epoch [    8/   10] | d_loss: 0.6809 | g_loss: 1.8473
Epoch [    8/   10] | d_loss: 0.5001 | g_loss: 3.0719
Epoch [    8/   10] | d_loss: 0.8704 | g_loss: 2.8504
Epoch [    8/   10] | d_loss: 0.8571 | g_loss: 1.0957
Epoch [    8/   10] | d_loss: 0.8030 | g_loss: 3.4164
Epoch [    8/   10] | d_loss: 0.6835 | g_loss: 1.4050
Epoch [    8/   10] | d_loss: 0.7382 | g_loss: 2.5241
Epoch [    8/   10] | d_loss: 0.5549 | g_loss: 2.6708
Epoch [    8/   10] | d_loss: 0.3206 | g_loss: 3.1295
Epoch [    8/   10] | d_loss: 0.4309 | g_loss: 1.3218
Epoch [    8/   10] | d_loss: 0.7451 | g_loss: 1.4883
Epoch [    8/   10] | d_loss: 0.7729 | g_loss: 2.3982
Epoch [    9/   10] | d_loss: 0.7027 | g_loss: 3.3820
Epoch [    9/   10] | d_loss: 0.7447 | g_loss: 2.5849
Epoch [    9/   10] | d_loss: 0.6495 | g_loss: 2.4502
Epoch [    9/   10] | d_loss: 0.4925 | g_loss: 2.4565
Epoch [    9/   10] | d_loss: 0.6214 | g_loss: 3.0204
Epoch [    9/   10] | d_loss: 0.6416 | g_loss: 2.3766
Epoch [    9/   10] | d_loss: 0.7853 | g_loss: 1.5387
Epoch [    9/   10] | d_loss: 1.2249 | g_loss: 3.9114
Epoch [    9/   10] | d_loss: 0.7022 | g_loss: 2.0106
Epoch [    9/   10] | d_loss: 0.9342 | g_loss: 3.5971
Epoch [    9/   10] | d_loss: 0.6669 | g_loss: 3.0564
Epoch [    9/   10] | d_loss: 0.6485 | g_loss: 1.6624
Epoch [    9/   10] | d_loss: 0.7311 | g_loss: 3.2072
Epoch [    9/   10] | d_loss: 0.3547 | g_loss: 4.0081
Epoch [    9/   10] | d_loss: 0.6680 | g_loss: 2.7989
Epoch [    9/   10] | d_loss: 0.9706 | g_loss: 2.7141
Epoch [    9/   10] | d_loss: 0.7008 | g_loss: 2.3227
Epoch [    9/   10] | d_loss: 0.5592 | g_loss: 3.8077
Epoch [    9/   10] | d_loss: 0.6805 | g_loss: 1.8124
Epoch [    9/   10] | d_loss: 0.7163 | g_loss: 2.5375
Epoch [    9/   10] | d_loss: 0.7084 | g_loss: 1.9206
Epoch [    9/   10] | d_loss: 0.3867 | g_loss: 2.9208
Epoch [    9/   10] | d_loss: 0.8136 | g_loss: 3.0266
Epoch [    9/   10] | d_loss: 0.5025 | g_loss: 3.3167
Epoch [    9/   10] | d_loss: 1.0847 | g_loss: 3.2212
Epoch [    9/   10] | d_loss: 0.7427 | g_loss: 3.4576
Epoch [    9/   10] | d_loss: 0.8770 | g_loss: 1.3989
Epoch [    9/   10] | d_loss: 0.5345 | g_loss: 2.2173
Epoch [    9/   10] | d_loss: 0.4832 | g_loss: 2.0064
Epoch [   10/   10] | d_loss: 1.1887 | g_loss: 3.6782
Epoch [   10/   10] | d_loss: 0.6080 | g_loss: 2.0710
Epoch [   10/   10] | d_loss: 0.4409 | g_loss: 3.5297
Epoch [   10/   10] | d_loss: 0.6901 | g_loss: 1.7643
Epoch [   10/   10] | d_loss: 0.4373 | g_loss: 2.9690
Epoch [   10/   10] | d_loss: 0.5031 | g_loss: 1.1630
Epoch [   10/   10] | d_loss: 0.3118 | g_loss: 2.3443
Epoch [   10/   10] | d_loss: 0.7086 | g_loss: 3.6807
Epoch [   10/   10] | d_loss: 0.6418 | g_loss: 2.4677
Epoch [   10/   10] | d_loss: 0.3839 | g_loss: 3.1974
Epoch [   10/   10] | d_loss: 0.5430 | g_loss: 2.5476
Epoch [   10/   10] | d_loss: 0.5691 | g_loss: 1.7321
Epoch [   10/   10] | d_loss: 0.6463 | g_loss: 2.8257
Epoch [   10/   10] | d_loss: 0.8930 | g_loss: 2.0474
Epoch [   10/   10] | d_loss: 0.4798 | g_loss: 1.9458
Epoch [   10/   10] | d_loss: 0.9610 | g_loss: 0.9074
Epoch [   10/   10] | d_loss: 0.5880 | g_loss: 1.6391
Epoch [   10/   10] | d_loss: 0.9840 | g_loss: 2.9203
Epoch [   10/   10] | d_loss: 0.3791 | g_loss: 2.7251
Epoch [   10/   10] | d_loss: 0.5700 | g_loss: 3.1541
Epoch [   10/   10] | d_loss: 0.6178 | g_loss: 2.0852
Epoch [   10/   10] | d_loss: 0.7019 | g_loss: 2.6157
Epoch [   10/   10] | d_loss: 1.5838 | g_loss: 4.3475
Epoch [   10/   10] | d_loss: 0.8923 | g_loss: 2.7093
Epoch [   10/   10] | d_loss: 0.5398 | g_loss: 2.4272
Epoch [   10/   10] | d_loss: 0.4995 | g_loss: 2.3335
Epoch [   10/   10] | d_loss: 0.6006 | g_loss: 1.3025
Epoch [   10/   10] | d_loss: 0.6715 | g_loss: 1.5209
Epoch [   10/   10] | d_loss: 0.5411 | g_loss: 2.8055

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f3174ca9dd8>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: The datset is based off pictures of "white celebrities" which means there is a bias arising from 2 ends; not everyone is white; not everyone looks like/is dressed like a celebrity.

I would improve the model by looking at ways to make the output be of greater resolution

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.